#lossless-compression News & Analysis

2 articles tagged with #lossless-compression. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 86/10

🧠

Benchmarking Language Modeling for Lossless Compression of Full-Fidelity Audio

Researchers introduce Trilobyte, a byte-level tokenization approach that enables language models to perform lossless audio compression on full-fidelity 16/24-bit audio files. While LMs outperform FLAC at 8 and 16-bit depths, compression gains diminish at higher bit depths, suggesting practical limitations for real-world audio applications.

AINeutralarXiv – CS AI · Jun 55/10

🧠

Adapting Diffusion Language Models for Lossless Pixel-Level Image Transmission

Researchers propose DDM-SSCC, a discrete diffusion model framework that improves lossless image transmission over noisy channels by combining pixel-level restoration with arithmetic coding. The approach outperforms existing lossless and semantic communication baselines on standard datasets, offering practical improvements for exact-recovery image transmission scenarios.